Profiling Report

Dataset statistics

Number of variables	11
Number of observations	33898
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.1 MiB
Average record size in memory	96.0 B

Variable types

DateTime	1
Numeric	9
Categorical	1

Alerts

channel_avg_n_comments_7D has 727 (2.1%) zeros Zeros

Reproduction

Analysis started	2023-04-07 13:12:58.190238
Analysis finished	2023-04-07 13:13:05.747932
Duration	7.56 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

publishedAt
Date

Distinct	5993
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Memory size	529.7 KiB

Minimum	2022-10-09 13:14:18+00:00
Maximum	2023-03-31 04:00:14+00:00

Histogram

Histogram with fixed size bins (bins=50)

view_count
Real number (ℝ)

Distinct	33590
Distinct (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1751796.5

Minimum	26482
Maximum	1.5074426 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	26482
5-th percentile	105618.85
Q1	320921
median	703349
Q3	1524981.8
95-th percentile	5619751.6
Maximum	1.5074426 × 10⁸
Range	1.5071778 × 10⁸
Interquartile range (IQR)	1204060.8

Descriptive statistics

Standard deviation	4761838.9
Coefficient of variation (CV)	2.7182603
Kurtosis	188.69825
Mean	1751796.5
Median Absolute Deviation (MAD)	470497.5
Skewness	11.145621
Sum	5.9382398 × 10¹⁰
Variance	2.2675109 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
305217	2	< 0.1%
266618	2	< 0.1%
161343	2	< 0.1%
686953	2	< 0.1%
958233	2	< 0.1%
443308	2	< 0.1%
278339	2	< 0.1%
208891	2	< 0.1%
215651	2	< 0.1%
300409	2	< 0.1%
Other values (33580)	33878	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26482	1	< 0.1%
26986	1	< 0.1%
27724	1	< 0.1%
28094	1	< 0.1%
28694	1	< 0.1%
28703	1	< 0.1%
29097	1	< 0.1%
29318	1	< 0.1%
29397	1	< 0.1%
29801	1	< 0.1%

Value	Count	Frequency (%)
150744261	1	< 0.1%
142595834	1	< 0.1%
133488916	1	< 0.1%
123417009	1	< 0.1%
120081662	1	< 0.1%
110562954	1	< 0.1%
109615153	1	< 0.1%
99388127	1	< 0.1%
89148381	1	< 0.1%
86522175	1	< 0.1%

category
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	529.7 KiB

Entertainment	7198
Sports	6321
Gaming	6187
Music	4110
People & Blogs	2988
Other values (9)	7094

Length

Max length	20
Median length	16
Mean length	9.5674376
Min length	5

Characters and Unicode

Total characters	324317
Distinct characters	34
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sports
2nd row	Sports
3rd row	Sports
4th row	Sports
5th row	Sports

Common Values

Value	Count	Frequency (%)
Entertainment	7198	21.2%
Sports	6321	18.6%
Gaming	6187	18.3%
Music	4110	12.1%
People & Blogs	2988	8.8%
Comedy	1494	4.4%
Autos & Vehicles	1030	3.0%
Science & Technology	944	2.8%
Film & Animation	895	2.6%
Education	830	2.4%
Other values (4)	1901	5.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	7758	15.7%
entertainment	7198	14.6%
sports	6321	12.8%
gaming	6187	12.5%
music	4110	8.3%
people	2988	6.0%
blogs	2988	6.0%
comedy	1494	3.0%
autos	1030	2.1%
vehicles	1030	2.1%
Other values (13)	8310	16.8%

Most occurring characters

Value	Count	Frequency (%)
t	33163	10.2%
n	32822	10.1%
e	29060	9.0%
i	24668	7.6%
o	20394	6.3%
s	17696	5.5%
m	16801	5.2%
a	15643	4.8%
	15516	4.8%
r	13920	4.3%
Other values (24)	104634	32.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	259387	80.0%
Uppercase Letter	41656	12.8%
Space Separator	15516	4.8%
Other Punctuation	7758	2.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	33163	12.8%
n	32822	12.7%
e	29060	11.2%
i	24668	9.5%
o	20394	7.9%
s	17696	6.8%
m	16801	6.5%
a	15643	6.0%
r	13920	5.4%
l	10746	4.1%
Other values (9)	44474	17.1%

Uppercase Letter

Value	Count	Frequency (%)
E	8429	20.2%
S	7857	18.9%
G	6187	14.9%
M	4110	9.9%
P	3896	9.4%
B	2988	7.2%
A	2057	4.9%
C	1494	3.6%
T	1345	3.2%
V	1030	2.5%
Other values (3)	2263	5.4%

Space Separator

Value	Count	Frequency (%)
	15516	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	7758	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	301043	92.8%
Common	23274	7.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	33163	11.0%
n	32822	10.9%
e	29060	9.7%
i	24668	8.2%
o	20394	6.8%
s	17696	5.9%
m	16801	5.6%
a	15643	5.2%
r	13920	4.6%
l	10746	3.6%
Other values (22)	86130	28.6%

Common

Value	Count	Frequency (%)
	15516	66.7%
&	7758	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	324317	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	33163	10.2%
n	32822	10.1%
e	29060	9.0%
i	24668	7.6%
o	20394	6.3%
s	17696	5.5%
m	16801	5.2%
a	15643	4.8%
	15516	4.8%
r	13920	4.3%
Other values (24)	104634	32.3%

category_trending_videos_last_7D
Real number (ℝ)

Distinct	356
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202.64045

Minimum	5
Maximum	504
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	5
5-th percentile	28
Q1	111
median	218
Q3	288
95-th percentile	348
Maximum	504
Range	499
Interquartile range (IQR)	177

Descriptive statistics

Standard deviation	108.75667
Coefficient of variation (CV)	0.53669775
Kurtosis	-0.80350732
Mean	202.64045
Median Absolute Deviation (MAD)	80
Skewness	-0.11674056
Sum	6869106
Variance	11828.014
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
317	640	1.9%
286	347	1.0%
283	347	1.0%
288	282	0.8%
306	275	0.8%
301	271	0.8%
311	270	0.8%
293	260	0.8%
274	244	0.7%
284	242	0.7%
Other values (346)	30720	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	50	0.1%
6	49	0.1%
7	44	0.1%
8	8	< 0.1%
9	11	< 0.1%
10	20	0.1%
11	72	0.2%
12	67	0.2%
13	50	0.1%
14	32	0.1%

Value	Count	Frequency (%)
504	83	0.2%
499	80	0.2%
466	80	0.2%
462	31	0.1%
455	138	0.4%
445	90	0.3%
440	19	0.1%
433	39	0.1%
429	30	0.1%
415	63	0.2%

category_avg_n_views_7D
Real number (ℝ)

Distinct	1614
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1758975.7

Minimum	74799.833
Maximum	11352859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	74799.833
5-th percentile	589193.04
Q1	957877.76
median	1299270.3
Q3	2163793.7
95-th percentile	4381006.5
Maximum	11352859
Range	11278059
Interquartile range (IQR)	1205916

Descriptive statistics

Standard deviation	1280774.5
Coefficient of variation (CV)	0.72813656
Kurtosis	6.5090711
Mean	1758975.7
Median Absolute Deviation (MAD)	470294.11
Skewness	2.1746577
Sum	5.962576 × 10¹⁰
Variance	1.6403834 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1538493.6	138	0.4%
1539779.409	114	0.3%
1028684.053	112	0.3%
3734142.609	110	0.3%
1802503.588	104	0.3%
1155485.783	99	0.3%
2369940.454	97	0.3%
1483127.195	95	0.3%
2794762.103	93	0.3%
864553.218	93	0.3%
Other values (1604)	32843	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74799.83333	6	< 0.1%
87619.25	12	< 0.1%
104481.4286	7	< 0.1%
111687.2353	5	< 0.1%
129628.8824	12	< 0.1%
137080.3333	5	< 0.1%
146182.9167	5	< 0.1%
163911	10	< 0.1%
164576.7368	19	0.1%
195111.2973	5	< 0.1%

Value	Count	Frequency (%)
11352859.15	13	< 0.1%
9164009.158	7	< 0.1%
8979632.617	9	< 0.1%
8722608.378	60	0.2%
8606437.75	15	< 0.1%
8162605.857	28	0.1%
8149681.604	22	0.1%
8074313.73	20	0.1%
8060189.117	5	< 0.1%
8001217.296	6	< 0.1%

category_avg_n_comments_7D
Real number (ℝ)

Distinct	1614
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4952.6759

Minimum	54.583333
Maximum	35276.114
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	54.583333
5-th percentile	1218.9111
Q1	2306.2552
median	3463.1033
Q3	5524.4966
95-th percentile	14995.633
Maximum	35276.114
Range	35221.531
Interquartile range (IQR)	3218.2414

Descriptive statistics

Standard deviation	4701.1316
Coefficient of variation (CV)	0.94921044
Kurtosis	8.7775974
Mean	4952.6759
Median Absolute Deviation (MAD)	1451.6986
Skewness	2.7597684
Sum	1.6788581 × 10⁸
Variance	22100639
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4184.098901	138	0.4%
4608.636888	114	0.3%
1897.099071	112	0.3%
27244.28151	110	0.3%
4836.522876	104	0.3%
2082.101648	99	0.3%
6048.660305	97	0.3%
6356.809339	95	0.3%
12622.27273	93	0.3%
1827.017442	93	0.3%
Other values (1604)	32843	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.58333333	12	< 0.1%
88.29411765	5	< 0.1%
333.8	10	< 0.1%
394.2666667	5	< 0.1%
408.5	6	< 0.1%
418.4782609	6	< 0.1%
445.2727273	6	< 0.1%
537.2857143	7	< 0.1%
588.8684211	21	0.1%
592.862963	48	0.1%

Value	Count	Frequency (%)
35276.11429	1	< 0.1%
31625.04082	3	< 0.1%
31077.675	9	< 0.1%
30601.07389	6	< 0.1%
30432.98058	25	0.1%
30085.6789	35	0.1%
28917.18812	22	0.1%
28350.33835	28	0.1%
28074.18627	30	0.1%
28044.48523	12	< 0.1%

category_view_like_ratio_7D
Real number (ℝ)

Distinct	1614
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.202262

Minimum	8.8122127
Maximum	414.90519
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	8.8122127
5-th percentile	14.101034
Q1	18.734631
median	22.350293
Q3	31.96496
95-th percentile	55.536422
Maximum	414.90519
Range	406.09297
Interquartile range (IQR)	13.230329

Descriptive statistics

Standard deviation	18.16419
Coefficient of variation (CV)	0.64406854
Kurtosis	116.8715
Mean	28.202262
Median Absolute Deviation (MAD)	4.6731434
Skewness	7.0359266
Sum	956000.27
Variance	329.93778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.41514143	138	0.4%
22.35029343	114	0.3%
52.44197338	112	0.3%
12.79063599	110	0.3%
22.89348893	104	0.3%
49.59471696	99	0.3%
24.21173313	97	0.3%
17.67715003	95	0.3%
19.16403999	93	0.3%
50.33720592	93	0.3%
Other values (1604)	32843	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.812212714	7	< 0.1%
8.962186619	28	0.1%
9.203613064	34	0.1%
9.734069319	6	< 0.1%
9.764872605	15	< 0.1%
9.772804038	14	< 0.1%
9.817020806	10	< 0.1%
10.09641748	1	< 0.1%
10.1396995	7	< 0.1%
10.14014852	3	< 0.1%

Value	Count	Frequency (%)
414.9051876	13	< 0.1%
395.6723865	6	< 0.1%
247.9343087	2	< 0.1%
218.2694187	12	< 0.1%
153.3788298	10	< 0.1%
151.8580327	6	< 0.1%
149.7723671	4	< 0.1%
149.4290223	8	< 0.1%
147.0681675	5	< 0.1%
137.3814237	9	< 0.1%

channel_trending_videos_last_7D
Real number (ℝ)

Distinct	33
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7085374

Minimum	1
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	8
95-th percentile	17
Maximum	34
Range	33
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.1980232
Coefficient of variation (CV)	0.544594
Kurtosis	7.2408343
Mean	7.7085374
Median Absolute Deviation (MAD)	1
Skewness	2.4502119
Sum	261304
Variance	17.623399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
6	9144	27.0%
5	7148	21.1%
7	5234	15.4%
4	1947	5.7%
8	1878	5.5%
11	1315	3.9%
10	1275	3.8%
9	1083	3.2%
12	888	2.6%
14	542	1.6%
Other values (23)	3444	10.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	59	0.2%
2	86	0.3%
3	354	1.0%
4	1947	5.7%
5	7148	21.1%
6	9144	27.0%
7	5234	15.4%
8	1878	5.5%
9	1083	3.2%
10	1275	3.8%

Value	Count	Frequency (%)
34	7	< 0.1%
33	12	< 0.1%
32	16	< 0.1%
30	59	0.2%
29	36	0.1%
28	38	0.1%
27	97	0.3%
26	91	0.3%
25	76	0.2%
24	55	0.2%

channel_avg_n_views_7D
Real number (ℝ)

Distinct	5770
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1727278.7

Minimum	29789.4
Maximum	1.0492049 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	29789.4
5-th percentile	110805.78
Q1	336332.45
median	736641.17
Q3	1515929.1
95-th percentile	5622355.1
Maximum	1.0492049 × 10⁸
Range	1.048907 × 10⁸
Interquartile range (IQR)	1179596.6

Descriptive statistics

Standard deviation	4389452
Coefficient of variation (CV)	2.5412528
Kurtosis	156.95502
Mean	1727278.7
Median Absolute Deviation (MAD)	482864.47
Skewness	10.371094
Sum	5.8551294 × 10¹⁰
Variance	1.9267289 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
911073.0333	30	0.1%
1989694.619	21	0.1%
2445473.81	21	0.1%
1056070.19	21	0.1%
893216.5926	20	0.1%
2993020.35	20	0.1%
947033.7368	19	0.1%
286113.3684	19	0.1%
3911324.111	18	0.1%
478463.3846	18	0.1%
Other values (5760)	33691	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29789.4	5	< 0.1%
30716.6	5	< 0.1%
31261.77778	4	< 0.1%
33395	5	< 0.1%
36857.5	6	< 0.1%
38580.25	4	< 0.1%
39489.25	4	< 0.1%
41025	3	< 0.1%
42150.5	6	< 0.1%
42602.2	5	< 0.1%

Value	Count	Frequency (%)
104920490	8	< 0.1%
88541367.83	6	< 0.1%
68882988.5	6	< 0.1%
63922000.4	5	< 0.1%
58898796.71	7	< 0.1%
56486886.5	10	< 0.1%
55343559.67	12	< 0.1%
47753238.43	7	< 0.1%
46831017.29	7	< 0.1%
45298977.86	7	< 0.1%

channel_avg_n_comments_7D
Real number (ℝ)

Distinct	5458
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4919.3035

Minimum	0
Maximum	391532.33
Zeros	727
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	0
5-th percentile	151
Q1	732.4
median	1754.7812
Q3	4073.8333
95-th percentile	14956.767
Maximum	391532.33
Range	391532.33
Interquartile range (IQR)	3341.4333

Descriptive statistics

Standard deviation	16396.445
Coefficient of variation (CV)	3.3330827
Kurtosis	235.66761
Mean	4919.3035
Median Absolute Deviation (MAD)	1284.9351
Skewness	13.268641
Sum	1.6675455 × 10⁸
Variance	2.6884342 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	727	2.1%
7781.4	30	0.1%
295	28	0.1%
242	22	0.1%
3495.761905	21	0.1%
1459.952381	21	0.1%
2755.952381	21	0.1%
1733	21	0.1%
4430.5	20	0.1%
1181.259259	20	0.1%
Other values (5448)	32967	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	727	2.1%
1.2	5	< 0.1%
7.428571429	7	< 0.1%
10.16666667	6	< 0.1%
21.66666667	6	< 0.1%
24.85714286	7	< 0.1%
25.71428571	7	< 0.1%
35	5	< 0.1%
42.8	5	< 0.1%
43.66666667	3	< 0.1%

Value	Count	Frequency (%)
391532.3333	6	< 0.1%
390366.75	8	< 0.1%
328344	7	< 0.1%
305362.3077	8	< 0.1%
262989.6429	8	< 0.1%
257948.3333	6	< 0.1%
240337.3333	1	< 0.1%
215094.8	5	< 0.1%
204925.3846	6	< 0.1%
203784.375	8	< 0.1%

channel_view_like_ratio_7D
Real number (ℝ)

Distinct	5756
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	101
Infinite (%)	0.3%
Mean	inf

Minimum	4.1385639
Maximum	inf
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	529.7 KiB

Quantile statistics

Minimum	4.1385639
5-th percentile	10.297411
Q1	16.877873
median	24.756944
Q3	43.201361
95-th percentile	117.70071
Maximum	inf
Range	inf
Interquartile range (IQR)	26.323489

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	10.162117
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
inf	101	0.3%
8.547934337	30	0.1%
45.99068812	21	0.1%
84.94773089	21	0.1%
41.18057977	21	0.1%
73.64417762	20	0.1%
46.6807506	20	0.1%
199.9204591	19	0.1%
86.71208448	19	0.1%
24.59906717	18	0.1%
Other values (5746)	33608	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.138563933	5	< 0.1%
4.472997723	6	< 0.1%
4.740583372	4	< 0.1%
4.755976823	3	< 0.1%
5.131904613	1	< 0.1%
5.266603018	7	< 0.1%
5.437194522	6	< 0.1%
5.468607468	1	< 0.1%
5.556350062	5	< 0.1%
5.566456527	6	< 0.1%

Value	Count	Frequency (%)
inf	101	0.3%
222729.8794	7	< 0.1%
20864.01656	6	< 0.1%
14370.46102	6	< 0.1%
2571.620098	3	< 0.1%
2380.256243	7	< 0.1%
1770.795299	8	< 0.1%
1576.339196	5	< 0.1%
1183.769964	7	< 0.1%
1053.161757	6	< 0.1%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	publishedAt	view_count	category	category_trending_videos_last_7D	category_avg_n_views_7D	category_avg_n_comments_7D	category_view_like_ratio_7D	channel_trending_videos_last_7D	channel_avg_n_views_7D	channel_avg_n_comments_7D	channel_view_like_ratio_7D
0	2022-10-09 17:56:00+00:00	1089996	Sports	52.0	1.305889e+06	1444.365385	37.422898	9.0	1.126564e+06	2158.333333	63.276702
1	2022-10-09 19:43:00+00:00	546401	Sports	52.0	1.305889e+06	1444.365385	37.422898	13.0	4.583885e+05	489.153846	35.937076
2	2022-10-09 20:30:22+00:00	1013753	Sports	52.0	1.305889e+06	1444.365385	37.422898	9.0	1.126564e+06	2158.333333	63.276702
3	2022-10-09 16:00:40+00:00	1838198	Sports	52.0	1.305889e+06	1444.365385	37.422898	7.0	2.402675e+06	2003.428571	43.527955
4	2022-10-09 16:14:03+00:00	503142	Sports	52.0	1.305889e+06	1444.365385	37.422898	9.0	1.126564e+06	2158.333333	63.276702
5	2022-10-09 17:56:21+00:00	57515	Sports	52.0	1.305889e+06	1444.365385	37.422898	5.0	6.531740e+04	962.200000	34.921621
6	2022-10-09 17:56:00+00:00	1333267	Sports	52.0	1.305889e+06	1444.365385	37.422898	9.0	1.126564e+06	2158.333333	63.276702
7	2022-10-09 21:00:31+00:00	734585	Sports	52.0	1.305889e+06	1444.365385	37.422898	6.0	8.471627e+05	357.833333	65.937318
8	2022-10-09 20:30:22+00:00	1315262	Sports	52.0	1.305889e+06	1444.365385	37.422898	9.0	1.126564e+06	2158.333333	63.276702
9	2022-10-09 23:00:13+00:00	3528836	Sports	52.0	1.305889e+06	1444.365385	37.422898	6.0	4.140492e+06	2744.833333	35.845885

	publishedAt	view_count	category	category_trending_videos_last_7D	category_avg_n_views_7D	category_avg_n_comments_7D	category_view_like_ratio_7D	channel_trending_videos_last_7D	channel_avg_n_views_7D	channel_avg_n_comments_7D	channel_view_like_ratio_7D
33888	2023-03-26 18:15:05+00:00	863118	Science & Technology	43.0	1.473527e+06	7039.348837	15.594191	4.0	8.199628e+05	4349.250000	13.778687
33889	2023-03-24 08:26:01+00:00	5744198	Science & Technology	57.0	2.917045e+06	8580.350877	18.688251	7.0	5.329434e+06	31371.000000	13.122355
33890	2023-03-24 17:00:01+00:00	2087856	Science & Technology	57.0	2.917045e+06	8580.350877	18.688251	6.0	1.503540e+06	4381.666667	25.243485
33891	2023-03-25 07:16:58+00:00	704267	Science & Technology	39.0	1.540560e+06	7315.256410	15.707171	5.0	6.642448e+05	1631.800000	15.052820
33892	2023-03-29 20:14:44+00:00	247372	Science & Technology	34.0	1.732413e+06	8922.235294	15.045776	1.0	2.473720e+05	305.000000	25.605217
33893	2023-03-27 20:49:43+00:00	1543932	Science & Technology	38.0	1.617551e+06	8364.526316	15.326256	3.0	1.404840e+06	9032.333333	20.233030
33894	2023-03-27 17:07:16+00:00	339363	Science & Technology	38.0	1.617551e+06	8364.526316	15.326256	3.0	2.788273e+05	718.666667	36.425797
33895	2023-03-26 18:15:05+00:00	998388	Science & Technology	43.0	1.473527e+06	7039.348837	15.594191	4.0	8.199628e+05	4349.250000	13.778687
33896	2023-03-24 08:26:01+00:00	5809755	Science & Technology	57.0	2.917045e+06	8580.350877	18.688251	7.0	5.329434e+06	31371.000000	13.122355
33897	2023-03-24 17:00:01+00:00	2200584	Science & Technology	57.0	2.917045e+06	8580.350877	18.688251	6.0	1.503540e+06	4381.666667	25.243485

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample